{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0edf3690-738d-4921-8bd0-272193cb16d6",
   "metadata": {},
   "source": [
    "# Hypersolvers for Optimal Control"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daab5a7b-1827-4a5c-9d59-1258e0dd858d",
   "metadata": {},
   "source": [
    "### Basic usage of the `Hypersolver` API"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3485c24f-1a14-450f-b689-443f9fc861e1",
   "metadata": {},
   "source": [
    "We showcase the `torchdyn` API for [hypersolvers](https://arxiv.org/pdf/2007.09601.pdf). Hypersolvers, or hybrid ODE solvers equipped with a neural network to approximate residuals, are seamlessly integrated into the `odeint` API. A major design of the API is exactly preserving a persistent state for the solver, which in the case of standard ODE solvers contains the Tableau. For hypersolvers, the state also contains their hypernetwork parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4d5e96a4-1057-4225-bdbb-b78f599141ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/.local/lib/python3.8/site-packages/pytorch_lightning/metrics/__init__.py:43: LightningDeprecationWarning: `pytorch_lightning.metrics.*` module has been renamed to `torchmetrics.*` and split off to its own package (https://github.com/PyTorchLightning/metrics) since v1.3 and will be removed in v1.5\n",
      "  rank_zero_deprecation(\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from torchdyn.core import NeuralODE\n",
    "from torchdyn.datasets import *\n",
    "from torchdyn.numerics import odeint, Euler, HyperEuler"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1214688-63a0-4b3a-b12c-d5a3cbc931a4",
   "metadata": {},
   "source": [
    "## Optimal Control\n",
    "\n",
    "We want to control an inverted pendulum and stabilize it in the upright position. The equations in Hamiltonian form describing an inverted pendulum with a torsional spring are as following:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\begin{bmatrix} \\dot{q}\\\\ \\dot{p}\\\\ \\end{bmatrix} = \n",
    "    \\begin{bmatrix}\n",
    "    0& 1/m \\\\\n",
    "    -k& -\\beta/m\\\\\n",
    "    \\end{bmatrix}\n",
    "    \\begin{bmatrix} q\\\\ p\\\\ \\end{bmatrix} -\n",
    "    \\begin{bmatrix}\n",
    "    0\\\\\n",
    "    mgl \\sin{q}\\\\\n",
    "    \\end{bmatrix}+\n",
    "    \\begin{bmatrix}\n",
    "    0\\\\\n",
    "    1\\\\\n",
    "    \\end{bmatrix} u\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a7f61415-21ca-436c-b00c-e55c50afdbeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ControlledPendulum(nn.Module):\n",
    "    \"\"\"\n",
    "    Inverted pendulum with torsional spring\n",
    "    \"\"\"\n",
    "    def __init__(self, u, m=1., k=.5, l=1., qr=0., β=.01, g=9.81):\n",
    "        super().__init__()\n",
    "        self.u = u # controller (nn.Module)\n",
    "        self.nfe = 0 # number of function evaluations\n",
    "        self.cur_f = None # current function evaluation\n",
    "        self.cur_u = None # current controller evaluation \n",
    "        self.m, self.k, self.l, self.qr, self.β, self.g = m, k, l, qr, β, g # physics\n",
    "        \n",
    "    def forward(self, t, x):\n",
    "        self.nfe += 1\n",
    "        q, p = x[..., :1], x[..., 1:]\n",
    "        self.cur_u = self.u(t, x)\n",
    "        dq = p/self.m\n",
    "        dp = -self.k*(q - self.qr) - self.m*self.g*self.l*torch.sin(q) \\\n",
    "            -self.β*p/self.m + self.cur_u\n",
    "        self.cur_f = torch.cat([dq, dp], -1)\n",
    "        return self.cur_f"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fa39a74-ab3c-4206-9eaf-b65e80a9aa6e",
   "metadata": {},
   "source": [
    "In order to control the pendulum, we have to define a proper _integral cost function_ which will be our loss to be minimized during training. In a general form, it can be defined as:\n",
    "\n",
    "\\begin{equation}\n",
    "        J = x^\\top(t_f)\\mathbf{P} x(t_f) + \\int_{t_0}^{t_f} \\left[ x^\\top(t) \\mathbf{Q} x(t) + u^\\top(t) \\mathbf{R} u(t) \\right] dt\n",
    "\\end{equation}\n",
    "\n",
    "where $ x = \\begin{bmatrix} q\\\\ p\\\\ \\end{bmatrix}$ is the state and $\\mathbf{u}$ is the controller and matrices $\\mathbf{P},~\\mathbf{Q}, ~ \\mathbf{R}$ are weights for controlling the performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "30834519-6e22-4838-8c57-0e1fd915173d",
   "metadata": {},
   "outputs": [],
   "source": [
    "class IntegralCost(nn.Module):\n",
    "    '''Integral cost function\n",
    "    Args:\n",
    "        x_star: torch.tensor, target position\n",
    "        P: float, terminal cost weights\n",
    "        Q: float, state weights\n",
    "        R: float, controller regulator weights\n",
    "    '''\n",
    "    def __init__(self, x_star, P=0, Q=1, R=0):\n",
    "        super().__init__()\n",
    "        self.x_star = x_star\n",
    "        self.P, self.Q, self.R, = P, Q, R\n",
    "        \n",
    "    def forward(self, x, u=torch.Tensor([0.])):\n",
    "        \"\"\"\n",
    "        x: trajectory\n",
    "        u: control input\n",
    "        \"\"\"\n",
    "        cost = self.P*torch.norm(x[-1] - self.x_star, p=2, dim=-1).mean()\n",
    "        cost += self.Q*torch.norm(x - self.x_star, p=2, dim=-1).mean()\n",
    "        cost += self.R*torch.norm(u - 0, p=2).mean()\n",
    "        return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7409f942-7cdc-4b31-acbc-b4249e1c6bdb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change device according to your configuration\n",
    "device = torch.device('cuda:0') if torch.cuda.is_available() else torch.device('cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5153c602-b118-44e7-8086-51c9834bf498",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The controller is a simple MLP with one hidden layer with bounded output\n",
    "class NeuralController(nn.Module):\n",
    "    def __init__(self, model, u_min=-20, u_max=20):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.u_min, self.u_max = u_min, u_max\n",
    "        \n",
    "    def forward(self, t, x):\n",
    "        x = self.model(x)\n",
    "        return torch.clamp(x, self.u_min, self.u_max)\n",
    "\n",
    "model = nn.Sequential(nn.Linear(2, 32), nn.Tanh(), nn.Linear(32, 1)).to(device)\n",
    "u = NeuralController(model) \n",
    "for p in u.model[-1].parameters(): torch.nn.init.zeros_(p)\n",
    "\n",
    "# Controlled system\n",
    "sys = ControlledPendulum(u).to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cc4d0530-16f1-4c59-bc8b-1fe1c2b0fbcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import pi as π\n",
    "\n",
    "# Loss function declaration\n",
    "x_star = torch.Tensor([0., 0.]).to(device)\n",
    "cost_func = IntegralCost(x_star)\n",
    "\n",
    "# Time span\n",
    "t0, tf = 0, 2 # initial and final time for controlling the system\n",
    "steps = 20 + 1 # so we have a time step of 0.1s\n",
    "t_span = torch.linspace(t0, tf, steps).to(device)\n",
    "\n",
    "# Initial distribution\n",
    "x0 = π # limit of the state distribution (in rads and rads/second)\n",
    "init_dist = torch.distributions.Uniform(torch.Tensor([-x0, -x0]), torch.Tensor([x0, x0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f58d793a-7349-4a6e-897b-4033802a18b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss 0.9749 , epoch 499\n",
      "Training time: 228.4546 s\n"
     ]
    }
   ],
   "source": [
    "# Hyperparameters\n",
    "lr = 3e-3\n",
    "epochs = 500\n",
    "bs = 1024\n",
    "opt = torch.optim.Adam(u.parameters(), lr=lr)\n",
    "\n",
    "# Training loop\n",
    "t0 = time.time(); losses=[]\n",
    "for e in range(epochs):\n",
    "    x0 = init_dist.sample((bs,)).to(device)\n",
    "    _, trajectory = odeint(sys, x0, t_span, solver='tsit5', atol=1e-7, rtol=1e-7)    \n",
    "    loss = cost_func(trajectory); losses.append(loss.detach().cpu().item())\n",
    "    loss.backward(); opt.step(); opt.zero_grad()\n",
    "    print('Loss {:.4f} , epoch {}'.format(loss.item(), e), end='\\r')\n",
    "timing = time.time() - t0; print('\\nTraining time: {:.4f} s'.format(timing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7bbe190b-a9c8-4b37-a12e-9728a95457b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$t~[s]$')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Testing the controller on the real system\n",
    "x0 = init_dist.sample((100,)).to(device)\n",
    "t0, tf, steps = 0, 2, 20*10 + 1 \n",
    "t_span_fine = torch.linspace(t0, tf, steps).to(device)\n",
    "_, traj = odeint(sys, x0, t_span_fine, solver='tsit5', atol=1e-7, rtol=1e-7)\n",
    "t_span_fine = t_span_fine.detach().cpu(); traj = traj.detach().cpu()\n",
    "\n",
    "# Plotting\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12,6))\n",
    "for i in range(len(x0)):\n",
    "    ax.plot(t_span_fine, traj[:,i,0], 'k-.', alpha=.3, label='p' if i==0 else None)\n",
    "    ax.plot(t_span_fine, traj[:,i,1], 'b', alpha=.3, label='q' if i==0 else None)\n",
    "ax.legend()\n",
    "ax.set_title('Controlled trajectories')\n",
    "ax.set_xlabel(r\"$t~[s]$\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5912210c-2619-4b85-a0d6-775b24a1fa14",
   "metadata": {},
   "source": [
    "Now we have to address one question: can we speed up the simulation?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee27f4a8-3758-4972-a71d-538a3cf63106",
   "metadata": {},
   "source": [
    "## Hypersolvers for Controlled Systems\n",
    "\n",
    "By training the hypersolver on residuals between the ground-truth solution and the base solver (we will use Euler in this case) we can render the training more efficient while retaining solution accuracy.\n",
    "\n",
    "The residuals can be defined by:\n",
    "\\begin{equation}\n",
    "\\begin{aligned}\n",
    "    R \\left(t_k,  x(t_k), x(t_{k+1}) \\right) = \\Phi(x(t_k), t_k, t_{k+1}) - x(t_k) - \\epsilon f(x_k, u_k)\n",
    "    \\label{eq:residual_hypereuler}\n",
    "\\end{aligned}\n",
    "\\end{equation}\n",
    "\n",
    "where $\\Phi$ is an accurate solver and $\\epsilon$ is the time stepping.\n",
    "\n",
    "The hypernet $g_w$ should have as input data important features for predicting future trajectories: we can use the current state $x$, its derivative $f$ and the control input $u$. The training will be carried out by minimizing a loss function like:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\ell = \\frac{1}{K} \\sum_{k=0}^{K-1} \\left|\\left|{ R \\left( t_k,  x(t_k), x(t_{k+1}) \\right) - g_\\omega\\left(x(t_k), f(t_k), u(t_{k}) \\right) }\\right|\\right|_2\n",
    "    \\label{eq:loss_hypersolver}\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "054873a6-13e3-47cc-b9b6-da8982805cc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We consider the controller fixed during each solver step\n",
    "class RandConstController(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.u0 = torch.Tensor(1024, 1).uniform_(-10,10).to(device)\n",
    "        \n",
    "    def forward(self, t, x):\n",
    "        return self.u0\n",
    "    \n",
    "# Save previously learned controller\n",
    "u_no_hypersolver = sys.u\n",
    "sys.u = RandConstController() # modify controller for training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "550ced54-fa95-4b11-b59b-1aaf5482704a",
   "metadata": {},
   "outputs": [],
   "source": [
    "class VanillaHyperNet(nn.Module):\n",
    "    \"\"\"Simple hypernetwork for controlled systems\n",
    "    Input: current x, f and u from the controlled system\n",
    "    Output: p-th order residuals\"\"\"\n",
    "    def __init__(self, net):\n",
    "        super().__init__()\n",
    "        self.net = net\n",
    "        \n",
    "    def forward(self, t, x):\n",
    "        xfu = torch.cat([x, sys.cur_f, sys.cur_u], -1)\n",
    "        return self.net(xfu)\n",
    "    \n",
    "net = nn.Sequential(nn.Linear(5, 64), nn.Softplus(), nn.Linear(64, 64), nn.Softplus(), nn.Linear(64, 2))\n",
    "hypersolver = HyperEuler(VanillaHyperNet(net))\n",
    "model = nn.DataParallel(hypersolver, device_ids=[1]) # feel free to change here according to your setup and GPU available.\n",
    "model = model.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec6ee70b-78a4-4c68-adee-450630ee55d2",
   "metadata": {},
   "source": [
    "## Training the Hypernetwork\n",
    "\n",
    "Training the hypernetwork $g_w$ requires us to know which set its input values are contained in.\n",
    "If we want the pendulum with initial states in $\\pm \\pi$, we can sample the input states for the hypernetwork from a distribution which includes possible states which the system can visit (i.e., the hypernetwork should be able to predict outside of the initial boundaries in a certain range). For example, we can draw the states $x$ from a Uniform distribution:\n",
    "$$x = \\begin{bmatrix} q\\\\ p\\\\ \\end{bmatrix} \\sim Uniform(-2\\pi, 2\\pi) \\times Uniform(-2\\pi, 2\\pi)$$\n",
    "Similarly, the controller values can be sampled from a distribution including all the possible controller values, such as\n",
    "$$u \\sim Uniform(-20, 20)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "91826924-267d-4a51-af1c-0a3b014ea5f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial distribution\n",
    "x0 = 2*π # limit of the state distribution (in rads and rads/second)\n",
    "init_dist = torch.distributions.Uniform(torch.Tensor([-x0, -x0]), torch.Tensor([x0, x0]))\n",
    "\n",
    "base_solver = Euler()\n",
    "# Time span\n",
    "t0, tf = 0, 2 # initial and final time for controlling the system\n",
    "steps = 20 + 1 # so we have a time step of 0.1s\n",
    "t_span = torch.linspace(t0, tf, steps).to(device)\n",
    "dt = (t_span[1] - t_span[0]).detach().cpu().item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d85a3879-d497-4d59-b608-0560e76f4a0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step: 9999, Residual loss: 0.0254\r"
     ]
    }
   ],
   "source": [
    "opt = torch.optim.Adam(model.parameters(), lr=1e-3)\n",
    "loss_func = nn.MSELoss()\n",
    "epochs = 10000\n",
    "bs = 2048\n",
    "hypernet = model.module.hypernet\n",
    "span = torch.linspace(0, dt, 2)\n",
    "losses = []\n",
    "\n",
    "for i in range(epochs):\n",
    "    # Sample random intial states and controllers\n",
    "    x0 = init_dist.sample((bs,)).to(device)\n",
    "    sys.u.u0 = torch.Tensor(bs, 1).uniform_(-20, 20).to(device)\n",
    "    \n",
    "     # Compute residuals\n",
    "    _, sol_gt = odeint(sys, x0, span, solver='tsit5', atol=1e-8, rtol=1e-8)[-1]\n",
    "    sol = x0 + sys(0., x0)*dt\n",
    "    residuals = (sol_gt - sol) / dt**2\n",
    "    residuals_hypersolver = hypernet(0., x0)\n",
    "    loss = loss_func(residuals, residuals_hypersolver)\n",
    "\n",
    "    # Optimization step\n",
    "    loss.backward(); opt.step(); opt.zero_grad()\n",
    "    print(f'Step: {i}, Residual loss: {loss:.3f}', end='\\r')\n",
    "    losses.append(loss.detach().cpu().item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c9b693eb-4ab4-47f1-9ff8-84334249b907",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Uncontrolled Trajectories')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample and plot some trajectories\n",
    "x0 = π # limit of the state distribution (in rads and rads/second)\n",
    "init_dist = torch.distributions.Uniform(torch.Tensor([-x0, -x0]), torch.Tensor([x0, x0]))\n",
    "x0 = init_dist.sample((10000,)).to(device)\n",
    "sys = ControlledPendulum(RandConstController()).to(device)\n",
    "sys.u.u0 = torch.Tensor(10000, 1).uniform_(0,0).to(device)\n",
    "t_span = torch.linspace(0, 5, 101).to(device)\n",
    "\n",
    "_, traj_euler = odeint(sys, x0, t_span, solver='euler')\n",
    "_, traj_hyper = odeint(sys, x0, t_span, solver=hypersolver)\n",
    "_, traj_gt = odeint(sys, x0, t_span, solver='tsit5', atol=1e-7, rtol=1e-7)\n",
    "traj_euler = traj_euler.detach().cpu(); traj_hyper = traj_hyper.detach().cpu(); traj_gt = traj_gt.detach().cpu()\n",
    "t_span = t_span.cpu()\n",
    "\n",
    "fig, axs = plt.subplots(2, 5, figsize=(16,6))\n",
    "\n",
    "for i in range(5):\n",
    "    for j in range(2):\n",
    "        axs[j, i].plot(t_span, traj_euler[:,i,j], 'r')\n",
    "        axs[j, i].plot(t_span, traj_hyper[:,i,j], 'k')\n",
    "        axs[j, i].plot(t_span, traj_gt[:,i,j], 'b-.')\n",
    "        axs[j, i].legend(['Euler', 'HyperEuler', 'Ground Truth'])\n",
    "        axs[j, i].label_outer()\n",
    "    axs[0, i].set_ylabel(r'Positions $q$'); axs[1, i].set_ylabel(r'Momenta $p$')\n",
    "\n",
    "fig.suptitle('Uncontrolled Trajectories')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "53764ffe-a5f5-48c9-9f10-129ea433e073",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'SMAPE Propagation')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Error analysis\n",
    "def smape(yhat, y):\n",
    "    return torch.abs(yhat - y) / (torch.abs(yhat) + torch.abs(y)) / 2\n",
    "\n",
    "err_euler, err_hyper = smape(traj_gt, traj_euler).detach().cpu(), smape(traj_gt, traj_hyper).detach().cpu()\n",
    "mean_euler, std_euler = err_euler.mean(1), err_euler.std(1)\n",
    "mean_hyper, std_hyper = err_hyper.mean(1), err_hyper.std(1)\n",
    "\n",
    "fig = plt.figure(figsize=(16,5))\n",
    "ax = fig.add_subplot(1,2,1)\n",
    "ax.plot(t_span, mean_euler[:,0], 'r', label='Euler')\n",
    "ax.plot(t_span, mean_hyper[:,0], 'b', label='HyperEuler')\n",
    "ax.fill_between(t_span, mean_euler[:,0]-std_euler[:,0], mean_euler[:,0]+std_euler[:,0], alpha=.2, color='r')\n",
    "ax.fill_between(t_span, mean_hyper[:,0]-std_hyper[:,0], mean_hyper[:,0]+std_hyper[:,0], alpha=.2, color='b')\n",
    "ax.legend()\n",
    "ax.set_title('Positions')\n",
    "\n",
    "ax = fig.add_subplot(1,2,2)\n",
    "ax.plot(t_span, mean_euler[:,1], 'r', label='Euler')\n",
    "ax.plot(t_span, mean_hyper[:,1], 'b', label='HyperEuler')\n",
    "ax.fill_between(t_span, mean_euler[:,1]-std_euler[:,1], mean_euler[:,1]+std_euler[:,1], alpha=.2, color='r')\n",
    "ax.fill_between(t_span, mean_hyper[:,1]-std_hyper[:,1], mean_hyper[:,1]+std_hyper[:,1], alpha=.2, color='b')\n",
    "ax.legend()\n",
    "ax.set_title('Momenta')\n",
    "fig.suptitle('SMAPE Propagation')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8ae83d9-a6c0-4817-bb47-ec1e81453a34",
   "metadata": {},
   "source": [
    "Nice! We managed obtain a more accurate solver with respect to the Euler baseline. Now, let's see how this performs with optimal control."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd896d79-e5d2-49a0-9c40-a14536e78924",
   "metadata": {},
   "source": [
    "## Optimal Control with Hypersolvers\n",
    "We can use the trained hypernetwork to generate trajectories of the pendulum: then, we cast the same optimal control problem defined at the beginning of the notebook and train the neural controller."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "50dadcc1-2e69-41fc-aa1b-46277bd7f00e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reinstantiate controller\n",
    "model = nn.Sequential(nn.Linear(2, 32), nn.Tanh(), nn.Linear(32, 1)).to(device)\n",
    "u = NeuralController(model) \n",
    "for p in u.model[-1].parameters(): torch.nn.init.zeros_(p)\n",
    "sys.u = u\n",
    "\n",
    "# Time span\n",
    "t0, tf = 0, 2 # initial and final time for controlling the system\n",
    "steps = 20 + 1 # so we have a time step of 0.1s\n",
    "t_span = torch.linspace(t0, tf, steps).to(device)\n",
    "\n",
    "# Initial distribution\n",
    "x0 = π # limit of the state distribution (in rads and rads/second)\n",
    "init_dist = torch.distributions.Uniform(torch.Tensor([-x0, -x0]), torch.Tensor([x0, x0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "022a7f56-dae1-4c06-bf67-4c87b63fb172",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss 1.1300 , epoch 499\n",
      "Training time: 21.2143 s\n"
     ]
    }
   ],
   "source": [
    "# Hyperparameters\n",
    "lr = 3e-3\n",
    "epochs = 500\n",
    "bs = 1024\n",
    "opt = torch.optim.Adam(u.parameters(), lr=lr)\n",
    "\n",
    "# Training loop\n",
    "t0 = time.time(); losses=[]\n",
    "for e in range(epochs):\n",
    "    x0 = init_dist.sample((bs,)).to(device)\n",
    "    _, trajectory = odeint(sys, x0, t_span, solver=hypersolver, atol=1e-7, rtol=1e-7)    \n",
    "    loss = cost_func(trajectory); losses.append(loss.detach().cpu().item())\n",
    "    loss.backward(); opt.step(); opt.zero_grad()\n",
    "    print('Loss {:.4f} , epoch {}'.format(loss.item(), e), end='\\r')\n",
    "timing = time.time() - t0; print('\\nTraining time: {:.4f} s'.format(timing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0b60f50f-1ccd-4f38-a7fa-4db128de0851",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inference times\n",
      "Euler: 0.2584 s\n",
      "HyperEuler: 0.4956 s\n",
      "Runge-Kutta-4: 1.0962 s\n",
      "Tsitouras: 2.6975 s\n"
     ]
    }
   ],
   "source": [
    "# Comparing inference times between Euler, HyperEuler, RK4 (fixed-step, 4th order solver) and the base solver\n",
    "t_span_test = torch.linspace(0, 100, 1001)\n",
    "x0 = init_dist.sample((bs,)).to(device)\n",
    "t0 = time.time(); odeint(sys, x0, t_span_test, solver='euler'); timing_euler = time.time() - t0\n",
    "t0 = time.time(); odeint(sys, x0, t_span_test, solver=hypersolver); timing_hyper = time.time() - t0\n",
    "t0 = time.time(); odeint(sys, x0, t_span_test, solver='rk4'); timing_rk4 = time.time() - t0\n",
    "t0 = time.time(); odeint(sys, x0, t_span_test, solver='tsit5', atol=1e-7, rtol=1e-7); timing_tsit5 = time.time() - t0\n",
    "print('Inference times\\nEuler: {:.4f} s\\nHyperEuler: {:.4f} s\\nRunge-Kutta-4: {:.4f} s\\nTsitouras: {:.4f} s'.format(timing_euler, timing_hyper, timing_rk4, timing_tsit5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a630dfa0-4922-4bf7-8902-de14e17980ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$t~[s]$')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Testing the controller on the real system\n",
    "x0 = init_dist.sample((100,)).to(device)\n",
    "t0, tf, steps = 0, 2, 20*10 + 1 # nominal trajectory\n",
    "t_span_fine = torch.linspace(t0, tf, steps).to(device)\n",
    "_, traj = odeint(sys, x0, t_span_fine, solver='tsit5', atol=1e-7, rtol=1e-7)\n",
    "t_span_fine = t_span_fine.detach().cpu(); traj = traj.detach().cpu()\n",
    "\n",
    "# Plotting\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12,6))\n",
    "for i in range(len(x0)):\n",
    "    ax.plot(t_span_fine, traj[:,i,0], 'k-.', alpha=.3, label='p' if i==0 else None)\n",
    "    ax.plot(t_span_fine, traj[:,i,1], 'b', alpha=.3, label='q' if i==0 else None)\n",
    "ax.legend()\n",
    "ax.set_title('Controlled trajectories')\n",
    "ax.set_xlabel(r\"$t~[s]$\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f08df18-7ae0-4aa7-83d6-2dfacccad600",
   "metadata": {},
   "source": [
    "Great 🎉\n",
    "\n",
    "Training the controller with `HyperEuler` resulted in a working controller stabilizing the system in the given time; more importantly, while in the first part we used a high accuracy solver to obtain similar results, which took us 220 seconds, training with the same number of epochs and all the same hyperparameters but using the hypersolver took less than 20 seconds : more than $10\\times$ faster!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}